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    "<center><h1> Kernels </h1></center>\n",
    "# 1. Basic\n",
    "We define a **kernel function** to be a real-valued function of two samples $\\mathcal{k}(\\vec{x},\\vec{x}') \\in \\mathbb{R}$,for $\\vec{x},\\vec{x}' \\in \\mathcal{X}$. There are two reasons why using kernels.\n",
    "* Sometimes, the data in raw representation $\\vec{x}$ is not linear separation. For many algorithms that solve these tasks, the data in raw representation have to be explicitly transformed into higher feature space via a user-specified non-linear feature map $\\phi(\\vec{x})$, which might be computation intensive. By using kernels, we don't need to explicitly specify the feature map. Instead, we define a kernel function, which measures the similarity over pairs of samples in raw representation. The kernel function usually implicit a feature map. The kernel method is often computationally cheaper than the explicit computation of feature map.\n",
    "\n",
    "\n",
    "* Sometimes, it's not clear how to represent the inputs as fixed-sized feature vectors, such as a text document or protein sequence. One approach is to assume that we have some way of measuring the similarity between objects, which doesn't require preprocessing them into feature vector format. Let $\\mathcal{k}(\\vec{x}',\\vec{x})=\\mathcal{k}(\\vec{x},\\vec{x}') \\geq 0$ be some measure of similarity between objects $\\vec{x},\\vec{x}' \\in \\mathcal{X}$. **Then we can use $\\left[\\mathcal{k}(\\vec{x}',\\vec{x}_1),\\mathcal{k}(\\vec{x}',\\vec{x}_2,\\ldots,\\mathcal{k}(\\vec{x}',\\vec{x}_N))\\right]$ as feature vectors**.\n",
    "\n",
    "Some methods that we will study require that the kernel function satisfy the requirement that **Gram matrix**\n",
    "$$ \\mathbf{K} = \\begin{bmatrix}\n",
    "\\mathcal{k}(\\vec{x}_1,\\vec{x}_1) & \\ldots & \\mathcal{k}(\\vec{x}_1,\\vec{x}_N)\\\\\n",
    "\\vdots & \\ddots & \\vdots \\\\\n",
    "\\mathcal{k}(\\vec{x}_N,\\vec{x}_1) & \\ldots & \\mathcal{k}(\\vec{x}_N,\\vec{x}_N)\n",
    "\\end{bmatrix}  $$\n",
    "be positive definite for any set of $\\{\\vec{x}_i\\}_{i=1}^N$. We call such a kernel a **Mercer kernel** or **positive definite kernel**.\n",
    "\n",
    "If $\\mathbf{K}$ is positive definite, we can compute an eigenvector decomposition of it as follows\n",
    "$$\n",
    "\\mathbf{K}=\\mathbf{U}^T\\Lambda\\mathbf{U}\n",
    "$$\n",
    "Consider one of the element of $\\mathbf{K}$\n",
    "\\begin{align}\n",
    "k_{ij} &=\\mathcal{k}(\\vec{x}_i,\\vec{x}_j)   \\\\\n",
    "       &=(\\mathbf{U}_{:\\,,i})^T \\Lambda (\\mathbf{U}_{:\\,,j}) \\\\\n",
    "       &=(\\Lambda^{\\frac{1}{2}}\\mathbf{U}_{:\\,,i})^T(\\Lambda^{\\frac{1}{2}}\\mathbf{U}_{:\\,,j}) \n",
    "\\end{align}\n",
    "Let us define $\\phi(\\vec{x}_i)=(\\Lambda^{\\frac{1}{2}}\\mathbf{U}_{:\\,,i})$, then we can write\n",
    "$$\n",
    "\\mathcal{k}_{ij}=\\phi(\\vec{x}_i)^T \\phi(\\vec{x}_j)\n",
    "$$\n",
    "Thus we see that the entries in the kernel matrix can be computed by performing an inner product of some feature vectors that are implicitly defined by the eigenvectors $U$. In general, if the kernel is Mercer, then there exists a function $\\phi$ mapping $\\vec{x} \\in \\mathcal{X}$ to $\\phi(\\vec{x})$ such that\n",
    "$$\n",
    "\\mathcal{k}(\\vec{x}_i,\\vec{x}_j)=\\phi(\\vec{x}_i)^T \\phi(\\vec{x}_j)\n",
    "$$\n",
    "\n",
    "# 2. Some kernels\n",
    "## 2.1 RBF kernels\n",
    "The **squared exponential kernel** or **Gaussian kernel** is defined by\n",
    "$$\n",
    "\\mathcal{k}(\\vec{x},\\vec{x}')=exp\\left(-\\frac{1}{2}(\\vec{x}-\\vec{x}')^T\\Sigma^{-1}(\\vec{x}-\\vec{x}')\\right)\n",
    "$$\n",
    "Gaussian kernel is Mercer, whose feature map lives in an infinite dimensional space.\n",
    "\n",
    "If $\\Sigma$ is spherical diagonal, this can be written as \n",
    "$$\n",
    "\\mathcal{k}(\\vec{x},\\vec{x}')=exp\\left(-\\frac{\\|\\vec{x}-\\vec{x}'\\|^2}{2\\sigma^2}\\right)\n",
    "$$\n",
    "which is an example of the **radial basis function (RBF)** kernel,since it is only a function of $\\|\\vec{x}-\\vec{x}'\\|$.\n",
    "## 2.2 Kernels for comparing documents (cosine similarity kernel)\n",
    "If we use a bag of words representation, where $x_{ij}$ is the number of times words $j$ occurs in document $i$, we can define the **cosine similarity**\n",
    "$$\n",
    "\\mathcal{k}(\\vec{x}_i,\\vec{x}_{i'})=\\frac{\\vec{x}_i^T\\vec{x}_{i'}}{\\|\\vec{x}_i\\|_2\\,\\|\\vec{x}_{i'}\\|_2}\n",
    "$$\n",
    "Unfortunately, this simple method does not work very well, for two main reasons.\n",
    "* Some popular words are not discriminative, such as \"the\" and \"and\"\n",
    "* The word usage tends to be bursty, which means that once a word is used in a document it's likely to be used again. Therefore, the similarity might be artificially boosted.\n",
    "\n",
    "We can significantly improve performance using **TF-IDF** representation\n",
    "$$\n",
    "\\text{tf-idf}(x_{ij})=log\\,(1+x_{ij})\\,\\times\\,log\\,\\frac{N}{1+\\sum_{n=1}^N \\mathbb{1}(x_{nj}>0)}\n",
    "$$"
   ]
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   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Tf-idf vectorizer')"
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     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import fetch_20newsgroups\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.preprocessing import normalize\n",
    "import scipy as sc\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "categories = ['talk.politics.misc', 'sci.space']\n",
    "newsgroups=fetch_20newsgroups(subset='train',\n",
    "                              remove=('headers', 'footers', 'quotes'),\n",
    "                              categories=categories)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "count_vectorizer=CountVectorizer(stop_words=\"english\")\n",
    "count_features=count_vectorizer.fit_transform(newsgroups.data)\n",
    "count_features=normalize(count_features)\n",
    "count_features_class0=count_features[newsgroups.target==0]\n",
    "count_features_class1=count_features[newsgroups.target==1]\n",
    "\n",
    "inclass_similarity_0=count_features_class0*count_features_class0.transpose()\n",
    "inclass_similarity_0=inclass_similarity_0.todense().reshape(-1)\n",
    "# remove the diagonal\n",
    "inclass_similarity_0=inclass_similarity_0[inclass_similarity_0<0.999999]\n",
    "sns.distplot(inclass_similarity_0,\n",
    "             hist=False,\n",
    "             kde=True,\n",
    "             kde_kws={'color':'r'},\n",
    "             label=\"Class 0 in class similarity\")\n",
    "\n",
    "inclass_similarity_1=count_features_class1* count_features_class1.transpose()\n",
    "inclass_similarity_1=inclass_similarity_1.todense().reshape(-1)\n",
    "inclass_similarity_1=inclass_similarity_1[inclass_similarity_1<0.999999]\n",
    "sns.distplot(inclass_similarity_1,\n",
    "             hist=False,\n",
    "             kde=True,\n",
    "             kde_kws={'color':'g'},\n",
    "             label=\"Class 1 in class similarity\")\n",
    "\n",
    "\n",
    "between_class_similarity=count_features_class0* count_features_class1.transpose()\n",
    "between_class_similarity=between_class_similarity.todense().reshape(-1)\n",
    "between_class_similarity=between_class_similarity[between_class_similarity<0.999999]\n",
    "sns.distplot(between_class_similarity,\n",
    "             hist=False,\n",
    "             kde=True,\n",
    "             kde_kws={'color':'b'},\n",
    "             label=\"Between class similarity\")\n",
    "plt.xlim([0.0,0.3])\n",
    "plt.legend(fontsize=15)\n",
    "plt.title(\"Count vectorizer\",fontsize=15)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "tfidf_vectorizer=TfidfVectorizer(stop_words=\"english\")\n",
    "tfidf_features=tfidf_vectorizer.fit_transform(newsgroups.data)\n",
    "tfidf_features=normalize(tfidf_features)\n",
    "tfidf_features_class0=tfidf_features[newsgroups.target==0]\n",
    "tfidf_features_class1=tfidf_features[newsgroups.target==1]\n",
    "\n",
    "inclass_similarity_0=tfidf_features_class0*tfidf_features_class0.transpose()\n",
    "inclass_similarity_0=inclass_similarity_0.todense().reshape(-1)\n",
    "# remove the diagonal\n",
    "inclass_similarity_0=inclass_similarity_0[inclass_similarity_0<0.999999]\n",
    "sns.distplot(inclass_similarity_0,\n",
    "             hist=False,\n",
    "             kde=True,\n",
    "             kde_kws={'color':'r'},\n",
    "             label=\"Class 0 in class similarity\")\n",
    "\n",
    "inclass_similarity_1=tfidf_features_class1* tfidf_features_class1.transpose()\n",
    "inclass_similarity_1=inclass_similarity_1.todense().reshape(-1)\n",
    "inclass_similarity_1=inclass_similarity_1[inclass_similarity_1<0.999999]\n",
    "sns.distplot(inclass_similarity_1,\n",
    "             hist=False,\n",
    "             kde=True,\n",
    "             kde_kws={'color':'g'},\n",
    "             label=\"Class 1 in class similarity\")\n",
    "\n",
    "between_class_similarity=tfidf_features_class0* tfidf_features_class1.transpose()\n",
    "between_class_similarity=between_class_similarity.todense().reshape(-1)\n",
    "between_class_similarity=between_class_similarity[between_class_similarity<0.999999]\n",
    "sns.distplot(between_class_similarity,\n",
    "             hist=False,\n",
    "             kde=True,\n",
    "             kde_kws={'color':'b'},\n",
    "             label=\"Between class similarity\")\n",
    "plt.xlim([0.0,0.3])\n",
    "plt.legend(fontsize=15)\n",
    "plt.title(\"Tf-idf vectorizer\",fontsize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 Linear kernels\n",
    "Deriving the feature vector implied by a kernel is in general quite difficult, and only possible if the kernel is Mercer. However, deriving a kernel from a feature vector is easy: we just use\n",
    "$$\n",
    "\\mathcal{k}(\\vec{x}_i,\\vec{x}_j)=\\phi(\\vec{x}_i)^T \\phi(\\vec{x}_j)\n",
    "$$\n",
    "if $\\phi(\\vec{x})=\\vec{x}$, we get the **linear kernel**,defined by\n",
    "$$\n",
    "\\mathcal{k}(\\vec{x}_i,\\vec{x}_j)=\\vec{x}_i^T \\vec{x}_j\n",
    "$$\n",
    "This is useful if the original data is already high dimensional, and if the original features are individually informative.\n",
    "## 2.4 Matern kernels\n",
    "The **Matern kernel**, which is commonly used in Gaussian process regression, has the following form\n",
    "$$\n",
    "\\mathcal{k}(r)=\\frac{2^{1-\\nu}}{\\Gamma(\\nu)}\\left(\\frac{\\sqrt{2\\nu}r}{l}\\right)^\\nu K_\\nu\\left(\\frac{\\sqrt{2\\nu}r}{l}\\right)\n",
    "$$\n",
    "where $r=\\|\\vec{x}-\\vec{x}'\\|,\\nu>0,l>0$, and $K_\\nu$ is a modified Bessel function.\n",
    "\n",
    "As $\\nu \\rightarrow \\infty$, this approaches the Gaussian kernel.\n",
    "\n",
    "If $\\nu=\\frac{1}{2}$, the kernel simplifies to\n",
    "$$\n",
    "k(r)=exp\\left(-\\frac{r}{l}\\right)\n",
    "$$\n",
    "# 3. Using kernels inside GLMs\n",
    "## 3.1 Kernel machines\n",
    "We define a **kernel machine** to be a GLM where the input feature vector has the form\n",
    "$$\n",
    "\\phi(\\vec{x})=\\big[\\mathcal{k}(\\vec{x},\\vec{\\mu}_1),\\ldots,\\mathcal{k}(\\vec{x},\\vec{\\mu}_K)\\big]\n",
    "$$\n",
    "where $\\vec{\\mu}_k \\in \\mathcal{X}$ are a set of $K$ **centroids**. We will call $\\phi(\\vec{x})$ a kernelised feature vector. We can use the kernelised feature vector for logistic regression by defining\n",
    "$$\n",
    "p(y|\\vec{x},\\vec{\\theta})=Ber(sigm(\\vec{w}^T\\phi(\\vec{x})))\n",
    "$$\n",
    "which provides a simple way to define a non-linear decision boundary.\n",
    "\n",
    "We can also use the kernelized feature vector inside a linear regression model by defining \n",
    "$$\n",
    "p(y|\\vec{x},\\vec{\\theta})=\\mathcal{N}(\\vec{w}^T\\phi(\\vec{x}),\\sigma^2)\n",
    "$$\n",
    "## 3.2 L1VMs, RVMs, and other sparse vector machines\n",
    "The main issue with kernel machines is: how do we choose the centroids $\\vec{\\mu}_k$. If the input is\n",
    "low-dimensional Euclidean space, we can uniformly tile the space occupied by the data with prototypes.However, this approach breaks down in higher numbers of dimensions because of the curse of dimensionality.\n",
    "\n",
    "A simple approach is to make each sample to be a prototype, so we get\n",
    "$$\n",
    "\\phi(\\vec{x})=\\big[\\mathcal{k}(\\vec{x},\\vec{x}_1),\\ldots,\\mathcal{k}(\\vec{x},\\vec{x}_N)\\big]\n",
    "$$\n",
    "Now we see $D=N$, so we have as many parameters as data points.However, we can use any of the sparsity-promoting priors for $\\vec{w}$ to efficiently select a subset of the training samples. We call this a **sparse vector machine**.\n",
    "\n",
    "The most natural choice is to use $l$1-regularization,which leads to **$l$1-regularized vector machine (L1VMs)**.\n",
    "\n",
    "We can get even greater sparsity by using ARD/SBL, resulting in a method called the **relevance vector machine (RVM)**.\n",
    "\n",
    "Another very popular approach to creating a sparse kernel machine is to use a **support vector machine** or **SVM**. This will be discussed in detail later.\n",
    "\n",
    "# 4. Kernel trick\n",
    "Rather than defining our feature vector in terms of kernels $\\phi(\\vec{x})=\\big[\\mathcal{k}(\\vec{x},\\vec{x}_1),\\ldots,\\mathcal{k}(\\vec{x},\\vec{x}_N)\\big]\n",
    "$, we can instead work with the original feature vectors $\\vec{x}$ ,but modify the algorithm so that it replaces all inner products of the form $\\vec{x}^T\\vec{x}'$ with a call to the kernel function $\\mathcal{k}(\\vec{x},\\vec{x}')$, which implicit a feature map $\\phi(\\vec{x})$. This is called the **kernel trick**.It turns out that many algorithms can be kernelized in this way. We give some examples below. Note that we require that the kernel be a Mercer kernel for this trick\n",
    "to work.\n",
    "## 4.1 Kernelized nearest neighbor classification\n",
    "For KNN classification, we need to calculate the Euclidean distance of a test vector to all the training points and find the top k closest points. This can be kernelized by observing that\n",
    "$$\n",
    "\\|\\vec{x}-\\vec{x}'\\|_2^2=\\vec{x}^T\\vec{x}+\\vec{x}'^T\\vec{x}'-2\\vec{x}^T\\vec{x}'\n",
    "$$\n",
    "which allows us to apply the nearest neighbor classifier to structured data objects by defining a kernel.\n",
    "## 4.2 Kernelized K-medoids clustering\n",
    "K-means uses Euclidean distance to measure dissimilarity,which is not always appropriate for structured objects.\n",
    "\n",
    "The first step is to replace the K-means algorithm with the K-medoids algorothm. This is similar to K-means, but instead of representing each cluster’s centroid by the mean of all data vectors assigned to this cluster, we make each centroid be one of the data vectors themselves. Thus we always deal with integer indexes, rather than data objects. We assign objects to their closest centroids as before. When we update the centroids, we look at each object that belongs to the cluster, and measure the sum of its distances to all the others in the same cluster; we then pick the one which has the smallest such sum:\n",
    "$$\n",
    "\\vec{m}_k=\\underset{i:z_i=k}{argmin}\\sum_{i':z_{i'}=k} d(i,i')\n",
    "$$\n",
    "where \n",
    "\\begin{align}\n",
    "d(i,i') &=\\|\\vec{x}_i-\\vec{x}_{i'}\\|_2^2  \\\\\n",
    "        &=\\vec{x}_i^T\\vec{x}_i+\\vec{x}_{i'}^T\\vec{x}_{i'}-2\\vec{x}_i^T\\vec{x}_{i'}\n",
    "\\end{align}\n",
    "## 4.3 Kernelized ridge regression\n",
    "Applying the kernel trick to distance-based methods was straightforward. It is not so obvious how to apply it to parametric models such as ridge regression. However, it can be done, as we now explain.\n",
    "### 4.3.1 The primal problem\n",
    "Let $\\vec{x} \\in R^D$ be some feature vector, and $\\mathbf{X}$ be the corresponding $N \\times D$ design matrix. We want to minimize\n",
    "$$\n",
    "\\mathcal{J}(\\vec{w})=(\\vec{y}-\\mathbf{X}\\vec{w})^T(\\vec{y}-\\mathbf{X}\\vec{w})+\\lambda\\|\\vec{w}\\|^2\n",
    "$$\n",
    "The optimal solution is given by\n",
    "\\begin{align}\n",
    "\\vec{w}  &=(\\mathbf{X}^T\\mathbf{X}+\\lambda\\mathbf{I}_D)^{-1}\\mathbf{X}^T\\vec{y} \\\\\n",
    "\\end{align}\n",
    "### 4.3.2 The dual problem\n",
    "The optimal solution is not yet in the form of inner products.However, using the matrix inversion lemma we rewrite the ridge estimate as follows\n",
    "$$\n",
    "\\vec{w}=\\mathbf{X}^T(\\mathbf{X}\\mathbf{X}^T+\\lambda\\mathbf{I}_N)^{-1}\\vec{y}\n",
    "$$\n",
    "Let us define the following **dual variable**\n",
    "$$\n",
    "\\vec{\\alpha}=(\\mathbf{X}\\mathbf{X}^T+\\lambda\\mathbf{I}_N)^{-1}\\vec{y}\n",
    "$$\n",
    "Then we can rewrite the **primal variables** as follows\n",
    "$$\n",
    "\\vec{w}=\\mathbf{X}^T\\vec{\\alpha}=\\sum_{i=1}^N \\alpha_i\\vec{x}_i\n",
    "$$\n",
    "which tells us that the solution vector is just a linear sum of the N training vectors. When we plug this in at test time to compute the predictive mean, we get\n",
    "$$\n",
    "\\hat{y}=\\vec{w}^T\\vec{x}=\\sum_{i=1}^N \\alpha_i \\vec{x}_i^T \\vec{x}=\\sum_{i=1}^N \\alpha_i \\mathcal{k}(\\vec{x},\\vec{x}_i)\n",
    "$$\n",
    "So we have succesfully kernelized ridge regression by changing from primal to dual variables. This technique can be applied to many other linear models, such as logistic regression.\n",
    "## 4.4 Kernel PCA\n",
    "Consider a data set $\\{\\vec{x}\\}_{n=1}^N \\in R^D$. We will always assume that we have centered the samples, which means $\\sum_n \\vec{x}_n=\\mathbf{0}$.\n",
    "\n",
    "Now consider a nonlinear transformation $\\phi(\\vec{x})$ into an $M$-dimensional feature space, so that each data point $\\vec{x}_n$ is thereby projected onto a point $\\phi(\\vec{x}_n) \\in \\mathbb{R}^M$.The projected data points after centralizing, denoted $\\tilde{\\phi}(\\vec{x}_n)$ are given by\n",
    "$$\n",
    "\\tilde{\\phi}(\\vec{x}_n)=\\phi(\\vec{x}_n)-\\frac{1}{N}\\sum_{l=1}^N\\phi(\\vec{x}_l)\n",
    "$$\n",
    "The corresponding  Gram matrix is given by\n",
    "\\begin{align}\n",
    "\\tilde{\\mathbf{K}}_{nm}  &=\\tilde{\\phi}(\\vec{x}_n)^T\\tilde{\\phi}(\\vec{x}_m) \\\\\n",
    "                         &=\\left(\\phi(\\vec{x}_n)-\\frac{1}{N}\\sum_{l=1}^N\\phi(\\vec{x}_l)\\right)^T \\left(\\phi(\\vec{x}_m)-\\frac{1}{N}\\sum_{l=1}^N\\phi(\\vec{x}_l)\\right) \\\\\n",
    "                         &=\\phi(\\vec{x}_n)^T\\phi(\\vec{x}_m)-\\frac{1}{N}\\sum_{l=1}^N\\phi(\\vec{x}_n)^T\\phi(\\vec{x}_l)-\\frac{1}{N}\\sum_{l=1}^N\\phi(\\vec{x}_l)^T\\phi(\\vec{x}_m)+\\frac{1}{N^2}\\sum_{j=1}^N\\sum_{l=1}^N\\phi(\\vec{x}_j)^T\\phi(\\vec{x}_l) \\\\\n",
    "                         &=\\mathcal{k}(\\vec{x}_n,\\vec{x}_m)-\\frac{1}{N}\\sum_{l=1}^N\\mathcal{k}(\\vec{x}_l,\\vec{x}_m)-\\frac{1}{N}\\sum_{l=1}^N\\mathcal{k}(\\vec{x}_n,\\vec{x}_l)+\\frac{1}{N^2}\\sum_{j=1}^N\\sum_{l=1}^N\\mathcal{k}(\\vec{x}_j,\\vec{x}_l) \\\\\n",
    "\\end{align}\n",
    "which can be expressed in matrix notation as\n",
    "$$\n",
    "\\tilde{\\mathbf{K}}=\\mathbf{K}-\\frac{1}{N}\\mathbf{1}_N\\mathbf{K}-\\frac{1}{N}\\mathbf{K}\\mathbf{1}_N+\\frac{1}{N^2}\\mathbf{1}_N\\mathbf{K}\\mathbf{1}_N\n",
    "$$\n",
    "which means we can use the un-centering Gram matrix to calculate the centered Gram matrix.\n",
    "\n",
    "The $M \\times M$ sample covariance matrix in feature space is given by\n",
    "$$\n",
    "C=\\frac{1}{N}\\sum_{n=1}^N \\tilde{\\phi}(\\vec{x}_n)\\tilde{\\phi}(\\vec{x}_n)^T\n",
    "$$\n",
    "and its eigenvector is defined by\n",
    "$$\n",
    "C\\vec{v}_i=\\lambda_i \\vec{v}_i\n",
    "$$\n",
    "where $i=1,\\ldots,M$. Our goal is to solve this eigenvalue problem without having to work explicitly in the feature space.\n",
    "\n",
    "From the definition of $C$, the eigenvector equations tells us that $\\vec{v}_i$ satisfies\n",
    "$$\n",
    "\\frac{1}{N}\\sum_{n=1}^N \\tilde{\\phi}(\\vec{x}_n)\\left\\{\\tilde{\\phi}(\\vec{x}_n)^T\\vec{v}_i\\right\\}=\\lambda_i\\vec{v}_i\n",
    "$$\n",
    "and so we can see that the vector $\\vec{v}_i$ is given by a linear combination of the $\\tilde{\\phi}(\\vec{x}_n)$ and so can be written in the form\n",
    "$$\n",
    "\\vec{v}_i=\\sum_{n=1}^N a_{in}\\tilde{\\phi}(\\vec{x}_n)\n",
    "$$\n",
    "Substituting this expansion back into the eigenvector equation, we obtain\n",
    "$$\n",
    "\\frac{1}{N}\\sum_{n=1}^N \\tilde{\\phi}(\\vec{x}_n)\\tilde{\\phi}(\\vec{x}_n)^T \\sum_{m=1}^N a_{im}\\tilde{\\phi}(\\vec{x}_m) =\\lambda_i \\sum_{n=1}^N a_{in}\\tilde{\\phi}(\\vec{x}_n)\n",
    "$$\n",
    "The key step is now to express this in terms of the kernel function $\\mathcal{\\tilde{k}}(\\vec{x}_n,\\vec{x}_m)=\\tilde{\\phi}(\\vec{x}_n)^T\\tilde{\\phi}(\\vec{x}_m)$, which we do by multiplying both sides by $\\tilde{\\phi}(\\vec{x}_l)^T$ to give\n",
    "$$\n",
    "\\frac{1}{N} \\sum_{n=1}^N \\mathcal{\\tilde{k}}(\\vec{x}_l,\\vec{x}_n) \\sum_{m=1}^N a_{im}\\mathcal{\\tilde{k}}(\\vec{x}_n,\\vec{x}_m) =\\lambda_i \\sum_{n=1}^N a_{in}\\mathcal{\\tilde{k}}(\\vec{x}_l,\\vec{x}_n)\n",
    "$$\n",
    "This can be written in matrix notation as \n",
    "$$\n",
    "\\mathbf{\\tilde{K}}^2 \\vec{a}_i=\\lambda_iN\\mathbf{\\tilde{K}}\\vec{a}_i\n",
    "$$\n",
    "where \n",
    "$$ \\mathbf{\\tilde{K}} = \\begin{bmatrix}\n",
    "\\mathcal{\\tilde{k}}(\\vec{x}_1,\\vec{x}_1) & \\ldots & \\mathcal{\\tilde{k}}(\\vec{x}_1,\\vec{x}_N)\\\\\n",
    "\\vdots & \\ddots & \\vdots \\\\\n",
    "\\mathcal{\\tilde{k}}(\\vec{x}_N,\\vec{x}_1) & \\ldots & \\mathcal{\\tilde{k}}(\\vec{x}_N,\\vec{x}_N)\n",
    "\\end{bmatrix}  $$\n",
    "We can find solutions for $\\vec{a}_i$ (we have assume Mercer kernel)\n",
    "$$\n",
    "\\mathbf{\\tilde{K}}\\vec{a}_i=\\lambda_i N \\vec{a}_i\n",
    "$$\n",
    "The normalization condition for the coefficients $\\vec{a}_i$ is obtained by\n",
    "$$\n",
    "1=\\vec{v}_i^T\\vec{v}_i=\\sum_{n=1}^N\\sum_{m=1}^N a_{in}a_{im}\\tilde{\\phi}(\\vec{x}_n)^T\\tilde{\\phi}(\\vec{x}_m)=\\vec{a}_i^T\\mathbf{\\tilde{K}}\\vec{a}_i=\\lambda_i N \\vec{a}_i^T\\vec{a}_i\n",
    "$$\n",
    "Having solved the eigenvector problem, the resulting principal component projections can then be given by\n",
    "$$\n",
    "y_i(\\vec{x})=\\tilde{\\phi}(\\vec{x})^T \\vec{v}_i=\\sum_{n=1}^N a_{in}\\tilde{\\phi}(\\vec{x})^T\\tilde{\\phi}(\\vec{x}_n)=\\sum_{n=1}^N a_{in}\n",
    "\\mathcal{\\tilde{k}}(\\vec{x},\\vec{x}_n)\n",
    "$$\n",
    "# 5. Support vector machines (SVMs)\n",
    "We have saw that we can derive a sparse kernel machine by using a GLM with kernel basis function,plus a sparsity-promoting prior such as $l1$ or ARD on the parameters. An alternative approach is to change the object function from negative log likelihood to some other loss function, which can also promote a sparse solution ,so that predictions only depend on a subset of the training data, known as **support vectors**.\n",
    "## 5.1 SVM for classification\n",
    "We begin our discussion of support vector machines by returning to the two-class classification problem. The training dataset comprises $\\{\\vec{x}_i,y_i\\}_{i=1}^N$ where $y_i \\in \\{-1,1\\}$. We shall assume for the moment that the training dataset is linearly separable, so that there exists at least one choice of the parameters $\\vec{w}$ and $b$ such that\n",
    "$$\n",
    "(\\vec{w}^T\\vec{x}_i+b)y_i>0  \\qquad \\text{for} \\quad i=1,2,\\ldots,N\n",
    "$$\n",
    "There may of course exist many such solutions that separate the classes exactly. The support vector machine approaches this problem by **maximum the margin** as follows\n",
    "$$\n",
    "\\underset{\\vec{w},b}{argmax}\\left\\{\\frac{1}{\\|\\vec{w}\\|}\\underset{i}{min}\\left[(\\vec{w}^T\\vec{x}_i+b)y_i\\right]\\right\\}\n",
    "$$\n",
    "which is equal to\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\underset{\\|\\vec{w}\\|=1}{max}\\,M \\\\\n",
    "st \\quad (\\vec{w}^T\\vec{x}_i+b)y_i \\geq M \\quad i=1,2,3,\\ldots,N\n",
    "\\end{cases}\n",
    "$$\n",
    "To remove the constain that $\\|\\vec{w}\\|=1$, we can rewrite the inequality as\n",
    "\\begin{align}\n",
    "                 &st \\quad (\\vec{w}^T\\vec{x}_i+b)y_i \\geq M \\quad i=1,2,3,\\ldots,N \\\\\n",
    "\\Longleftrightarrow \\qquad  &st \\quad (\\frac{\\vec{w}^T}{M}\\vec{x}_i+\\frac{b}{M})y_i \\geq 1  \\quad i=1,2,3,\\ldots,N \\\\\n",
    "\\Longleftrightarrow \\qquad  &st \\quad (\\vec{\\tilde{w}}^T\\vec{x}_i+\\tilde{b})y_i \\geq 1  \\quad i=1,2,3,\\ldots,N \\\\\n",
    "\\end{align}\n",
    "where we have defined \n",
    "\\begin{align}\n",
    "\\vec{\\tilde{w}}  &=\\frac{\\vec{w}^T}{M} \\\\\n",
    "\\tilde{b}        &=\\frac{b}{M}  \\\\\n",
    "\\end{align}\n",
    "where we can have $\\|\\vec{\\tilde{w}}\\|^2M^2=\\|\\vec{w}\\|^2=1$. Therefore, the optimal problem becomes\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\underset{\\vec{w},b}{min}\\,\\frac{1}{2}\\|\\vec{w}\\|^2 \\\\\n",
    "st \\quad (\\vec{w}^T\\vec{x}_i+b)y_i \\geq 1 \\quad i=1,2,3,\\ldots,N\n",
    "\\end{cases}\n",
    "$$\n",
    "This is an example of a quadratic programming problem in which we are trying to minimize a quadratic function subject to a set of linear inequality constraints.\n",
    "### 5.1.1 Lagrangian duality\n",
    "Consider the following nonlinear programming problem\n",
    "$$\n",
    "\\begin{cases}\n",
    "min\\,f(\\vec{x}) & \\\\\n",
    "st\\,h_i(\\vec{x})\\leq 0 \\quad  & i=1,2,3\\ldots m\\\\\n",
    "st\\,g_j(\\vec{x})= 0 \\quad  & j=1,2,3\\ldots l\\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "We can introduce the lagrange multiplier\n",
    "$$\n",
    "L(\\vec{x},\\lambda_i,\\alpha_j)=f(\\vec{x})+\\sum_i \\lambda_i h_i(\\vec{x})+\\sum_j \\alpha_j g_j(\\vec{x})\n",
    "$$\n",
    "We can prove that  \n",
    "$$\n",
    "\\begin{cases}\n",
    "min\\,f(\\vec{x}) & \\\\\n",
    "st\\,h_i(\\vec{x})\\leq 0 \\quad  & i=1,2,3\\ldots m\\\\\n",
    "st\\,g_j(\\vec{x})= 0 \\quad  & j=1,2,3\\ldots l\\\\\n",
    "\\end{cases}\n",
    "\\quad \\Longleftrightarrow \\quad \n",
    "\\underset{\\vec{x}}{min}\\underset{\\lambda_i \\geq 0, \\alpha_j}{max} L(\\vec{x},\\lambda_i,\\alpha_j)\n",
    "$$\n",
    "The reason is that\n",
    "$$\n",
    "\\underset{\\lambda_i \\geq 0, \\alpha_j}{max} L(\\vec{x},\\lambda_i,\\alpha_j)=\n",
    "\\begin{cases}\n",
    "f(\\vec{x})  & \\text{if}\\, \\vec{x} \\, \\text{satisfies the euqality and inequality constrain} \\\\\n",
    "+\\infty     & \\text{otherwise}\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "The Lagrangian duality problem of $\\underset{\\vec{x}}{min}\\underset{\\lambda_i \\geq 0, \\alpha_j}{max} L(\\vec{x},\\lambda_i,\\alpha_j)$ is that $\\underset{\\lambda_i \\geq 0, \\alpha_j}{max}\\underset{\\vec{x}}{min}\\, L(\\vec{x},\\lambda_i,\\alpha_j)$, which provide a low bound of the primal problem. We will prove this results below. We can define two auxiliary function\n",
    "\\begin{align}\n",
    "p(\\vec{x}) &=\\underset{\\lambda_i \\geq 0, \\alpha_j}{max} L(\\vec{x},\\lambda_i,\\alpha_j) \\\\\n",
    "d(\\lambda_i,\\alpha_j) &=\\underset{\\vec{x}}{min}\\, L(\\vec{x},\\lambda_i,\\alpha_j) \\\\\n",
    "\\end{align}\n",
    "we can easily have that\n",
    "$$\n",
    "d(\\lambda_i,\\alpha_j) \\leq L(\\vec{x},\\lambda_i,\\alpha_j) \\leq p(\\vec{x}) \\quad \\forall \\vec{x},\\lambda_i,\\alpha_j\n",
    "$$\n",
    "Therefore the solution of dual problem is a low bound of the primal problem.\n",
    "\n",
    "Suppose that the solution of the primal problem is that\n",
    "$$\n",
    "p^\\ast=\\underset{\\vec{x}}{min}\\,p(\\vec{x})=p(\\vec{x}^\\ast)\n",
    "$$\n",
    "and the dual problem solution is that\n",
    "$$\n",
    "d^\\ast=\\underset{\\lambda_i \\geq 0, \\alpha_j}{max} d(\\lambda_i,\\alpha_j)=d(\\lambda_i^\\ast,\\alpha_j^\\ast)\n",
    "$$\n",
    "In general, $p^\\ast \\geq d^\\ast$, in which the equality obtained when the strong duality satisfies. We have\n",
    "\\begin{align}\n",
    "d^\\ast=d(\\lambda_i^\\ast,\\alpha_j^\\ast)=\\underset{\\vec{x}}{min}\\,L(\\vec{x},\\lambda_i^\\ast,\\alpha_j^\\ast) &\\leq\n",
    "L(\\vec{x}^\\ast,\\lambda_i^\\ast,\\alpha_j^\\ast) \\\\\n",
    "&\\leq \\underset{\\lambda_i \\geq 0, \\alpha_j}{max} L(\\vec{x}^\\ast,\\lambda_i,\\alpha_j)  \\\\\n",
    "&=p(\\vec{x}^\\ast) \\\\\n",
    "&=p^\\ast\n",
    "\\end{align}\n",
    "Therefore, the strong duality satisfies only when\n",
    "\\begin{align}\n",
    "L(\\vec{x}^\\ast,\\lambda_i^\\ast,\\alpha_j^\\ast) &=\\underset{\\vec{x}}{min}\\,L(\\vec{x},\\lambda_i^\\ast,\\alpha_j^\\ast) \\\\\n",
    "L(\\vec{x}^\\ast,\\lambda_i^\\ast,\\alpha_j^\\ast) &=\\underset{\\lambda_i \\geq 0, \\alpha_j}{max} L(\\vec{x}^\\ast,\\lambda_i,\\alpha_j)\n",
    "\\end{align}\n",
    "From the first equation, we have\n",
    "$$\n",
    "\\frac{\\partial L(\\vec{x},\\lambda_i^\\ast,\\alpha_j^\\ast)}{\\partial \\vec{x}}\\big|_{\\vec{x}^\\ast}=0\n",
    "$$\n",
    "From the second equation,we have\n",
    "\\begin{align}\n",
    "&\\begin{cases}\n",
    " \\lambda_i^\\ast=0 & \\text{if} \\quad h_i(\\vec{x}^\\ast)<0 \\\\\n",
    " \\lambda_i^\\ast=\\forall & \\text{if} \\quad h_i(\\vec{x}^\\ast)=0 \\\\\n",
    " \\end{cases} \\Longleftrightarrow \n",
    " \\begin{cases}\n",
    " \\lambda_ih_i(\\vec{x}^\\ast) &=0 \\\\\n",
    " h_i(\\vec{x}^\\ast) &\\leq 0 \\\\\n",
    " \\end{cases} \\\\\n",
    "&\\,g_j(\\vec{x}^\\ast)=0\n",
    "\\end{align}\n",
    "Finally, we get the conditions when the strong duality holds (**KKT conditions**)\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\frac{\\partial f(\\vec{x})}{\\partial \\vec{x}}+\\sum_i \\lambda_i \\frac{\\partial h_i(\\vec{x})}{\\partial \\vec{x}}+\n",
    "\\sum_j \\alpha_j \\frac{\\partial g_j(\\vec{x})}{\\partial \\vec{x}} =0 \\\\\n",
    "g_j(\\vec{x})=0 \\quad j=1,2,3\\ldots l\\\\\n",
    "\\lambda_ih_i(\\vec{x}) =0 \\quad i=1,2,3\\ldots m \\\\\n",
    "h_i(\\vec{x}) \\leq 0 \\quad i=1,2,3\\ldots m \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "which must be satisfied by $\\vec{x}^\\ast,\\lambda_i^\\ast,\\alpha_j^\\ast$.\n",
    "### 5.1.3 Lagrangian duality for SVM\n",
    "The primal problem for SVM is as follows\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\underset{\\vec{w},b}{min}\\,\\frac{1}{2}\\|\\vec{w}\\|^2 \\\\\n",
    "st \\quad (\\vec{w}^T\\vec{x}_i+b)y_i \\geq 1 \\quad i=1,2,3,\\ldots,N\n",
    "\\end{cases}\n",
    "$$\n",
    "The corresponding Lagrange function is \n",
    "$$\n",
    "L(\\vec{w},b,\\lambda_i)=\\frac{1}{2}\\|\\vec{w}\\|^2+\\lambda_i\\left(1-(\\vec{w}^T\\vec{x}_i+b)y_i\\right) \\quad i=1,2,3,\\ldots,N\n",
    "$$\n",
    "The lagrangian duality problem is that\n",
    "$$\n",
    "\\underset{\\lambda_i \\geq 0}{max}\\,\\underset{\\vec{w},b}{min}\\, L(\\vec{w},b,\\lambda_i)=\\underset{\\lambda_i \\geq 0}{max}\\,d(\\lambda_i)\n",
    "$$\n",
    "For a given $\\lambda_i$, we can find the $\\underset{\\vec{w},b}{min}\\, L(\\vec{w},b,\\lambda_i)$ by\n",
    "\\begin{align}\n",
    "\\frac{\\partial L(\\vec{w},b,\\lambda_i)}{\\partial \\vec{w}}&=\\vec{w}-\\sum_{i=1}^N \\lambda_iy_i\\vec{x}_i=0 \\\\\n",
    "\\frac{\\partial L(\\vec{w},b,\\lambda_i)}{\\partial b} &=-\\sum_{i=1}^N \\lambda_i y_i=0 \n",
    "\\end{align}\n",
    "So the duality problem becomes\n",
    "\\begin{align}\n",
    "&\\underset{\\lambda_i}{max}\\,d(\\lambda_i) \\\\\n",
    "&st\\, \\lambda_i \\geq 0 \\quad \\sum_{i=1}^N \\lambda_iy_i=0 \\\\\n",
    "& \\text{where}\\quad d(\\lambda_i)=L(\\sum_{i=1}^N \\lambda_iy_i\\vec{x}_i,b,\\lambda_i)=\\sum_{i=1}^N \\lambda_i-\\frac{1}{2}\\sum_{i=1}^N\\sum_{j=1}^N \\lambda_i\\lambda_jy_iy_j\\vec{x}_i^T\\vec{x}_j \\\\\n",
    "\\end{align}\n",
    "KKT conditions for the solutions $\\vec{w}^\\ast,b^\\ast,\\lambda_i^\\ast$ are as follows\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\vec{w}+\\sum_{i=1}^N\\lambda_i(-y_i\\vec{x}_i)=0  \\\\\n",
    "\\sum_{i=1}^N \\lambda_iy_i=0 \\\\\n",
    "1-y_i(\\vec{w}^T\\vec{x}+b) \\leq 0 \\quad i=1,2,\\ldots,N \\\\\n",
    "\\lambda_i\\left(1-y_i(\\vec{w}^T\\vec{x}+b)\\right)=0 \\quad i=1,2,\\ldots,N \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "According to the KKT conditions, for every data point, either $\\lambda_i=0$ or $1-y_i(\\vec{w}^T\\vec{x}+b)=0$. Any data point for which $\\lambda_i=0$ will play no role on the model. The remaining data points whose $1-y_i(\\vec{w}^T\\vec{x}+b)=0$ are called **support vectors**.This property is central to the practical applicability of support vector machines. Once the model is trained, a significant proportion of the data points can be discarded and only the support vectors retained.\n",
    "\n",
    "Until now, we have transform the primal problem for SVM to the dual problem. The reason for this transform is that the dual problem  allows the model to be reformulated using kernels, because the objective function of dual problem is\n",
    "\\begin{align}\n",
    "d(\\lambda_i) &=\\sum_{i=1}^N \\lambda_i-\\frac{1}{2}\\sum_{i=1}^N\\sum_{j=1}^N \\lambda_i\\lambda_jy_iy_j\\vec{x}_i^T\\vec{x}_j \\\\\n",
    "             &=\\sum_{i=1}^N \\lambda_i-\\frac{1}{2}\\sum_{i=1}^N\\sum_{j=1}^N \\lambda_i\\lambda_jy_iy_j\\mathcal{k}(\\vec{x}_i,\\vec{x}_j) \\\\\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7ff14a2084a8>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "\n",
    "np.random.seed(6)\n",
    "n_samples=300\n",
    "X,y=make_blobs(n_samples=n_samples,centers=2)\n",
    "\n",
    "clf=svm.SVC(kernel='linear',C=1000)\n",
    "clf.fit(X,y)\n",
    "\n",
    "plt.scatter(X[:,0],X[:,1],c=y,s=70,cmap=plt.cm.Paired_r)\n",
    "\n",
    "ax=plt.gca()\n",
    "xlim=ax.get_xlim()\n",
    "ylim=ax.get_ylim()\n",
    "\n",
    "xx=np.linspace(xlim[0],xlim[1],30)\n",
    "yy=np.linspace(ylim[0],ylim[1],30)\n",
    "XX,YY=np.meshgrid(xx,yy)\n",
    "XX_column=XX.reshape(-1)\n",
    "YY_column=YY.reshape(-1)\n",
    "XXYY=np.vstack((XX_column,YY_column)).T\n",
    "Z=clf.decision_function(XXYY).reshape(XX.shape)\n",
    "\n",
    "ax.contour(XX,YY,Z,c=['r','k','g'],levels=[-1,0,1],alpha=1,linestyles=['--','-','--'],linewidths=3.0)\n",
    "ax.scatter(clf.support_vectors_[:,0],clf.support_vectors_[:,1],s=150,facecolors='none',edgecolor='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.4 Soft margin SVM\n",
    "So far, we have assumed that the training data points are linearly separable. In practice, however, the data points may overlap,in which case exact separation of the training data can lead to poor generalization.We therefore need a way to modify the support vector machine so as to allow some of the training points to be misclassified. To do this, we introduce **slack variables** $\\xi_i \\geq 0$ for each training data point. \n",
    "* **Type 1 points :** $\\xi_i=0$  for data points that are on or inside the correct margin boundray \n",
    "* **Type 2 points :** $0 \\leq \\xi_i \\leq 1$  for data points lie inside the margin, but on the correct side of the decision boundary\n",
    "* **Type 3 points :** $\\xi_i >1 $ for data points lie on the wrong side of the decision boundary and are misclassified.\n",
    "<img src=\"imgs/1.png\" alt=\"drawing\" width=\"300\"/>\n",
    "\n",
    "Our goal is now to maximize the margin while bound the number of misclassified points, which means\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\underset{\\vec{w},b}{min}\\,\\frac{1}{2}\\|\\vec{w}\\|^2 + C\\sum_{i=1}^N \\xi_i \\\\\n",
    "st \\quad (\\vec{w}^T\\vec{x}_i+b)y_i \\geq 1-\\xi_i \\quad i=1,2,3,\\ldots,N \\\\\n",
    "\\xi_i \\geq 0\n",
    "\\end{cases}\n",
    "$$\n",
    "where the parameter $C >0 $ controls trade-off between the slack variable penalty and the margin. The $\\sum_{i=1}^N \\xi_i$ can be viewed as an upper bound on the number of misclassified points.\n",
    "\n",
    "The Lagrange function is as follows\n",
    "$$\n",
    "L(\\vec{w},b,\\xi_i,\\lambda_i,\\alpha_i) =\\frac{1}{2}\\|\\vec{w}\\|^2+C\\sum_{i=1}^N \\xi_i+\\sum_{i=1}^N\\lambda_i \\left(1-\\xi_i-(\\vec{w}^T\\vec{x}_i+b)y_i\\right)+\\sum_{i=1}^N \\alpha_i(-\\xi_i)\n",
    "$$\n",
    "The dual problem is\n",
    "$$\n",
    "\\underset{\\lambda_i \\geq 0,\\alpha_i \\geq 0}{max}\\,\\,\\underset{\\vec{w},b,\\xi_i}{min}\\, L(\\vec{w},b,\\xi_i,\\lambda_i,\\alpha_i)=\\underset{\\lambda_i \\geq 0,\\alpha_i \\geq 0}{max}\\,d(\\lambda_i,\\alpha_i)\n",
    "$$\n",
    "which satisfies that\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\frac{\\partial L(\\vec{w},b,\\xi_i,\\lambda_i,\\alpha_i)}{\\partial \\vec{w}}=\\vec{w}-\\sum_{i=1}^N\\lambda_iy_i\\vec{x}_i=0 \\\\\n",
    "\\frac{\\partial L(\\vec{w},b,\\xi_i,\\lambda_i,\\alpha_i)}{\\partial b}=-\\sum_{i=1}^N \\lambda_iy_i=0 \\\\\n",
    "\\frac{\\partial L(\\vec{w},b,\\xi_i,\\lambda_i,\\alpha_i)}{\\partial \\xi_i}=-\\lambda_i-\\alpha_i+C=0 \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "Then we can get the dual problem\n",
    "\\begin{align}\n",
    "&\\underset{\\lambda_i}{max}\\,d(\\lambda_i) \\\\\n",
    "&st\\quad  0 \\leq \\lambda_i \\leq C \\quad \\sum_{i=1}^N \\lambda_iy_i=0 \\\\\n",
    "& \\text{where}\\quad d(\\lambda_i)=\\sum_{i=1}^N \\lambda_i-\\frac{1}{2}\\sum_{i=1}^N\\sum_{j=1}^N \\lambda_i\\lambda_jy_iy_j\\vec{x}_i^T\\vec{x}_j \\\\\n",
    "\\end{align}\n",
    "which is just the same as the separable case, except that the constrains are somewhat different.\n",
    "\n",
    "The corresponding KKT conditions are \n",
    "$$\n",
    "\\begin{cases}\n",
    "\\vec{w}+\\sum_{i=1}^N\\lambda_i(-y_i\\vec{x}_i)=0  \\\\\n",
    "\\sum_{i=1}^N \\lambda_iy_i=0 \\\\\n",
    "C=\\lambda_i+\\alpha_i \\\\\n",
    "\\xi_i \\geq 0  \\\\\n",
    "\\alpha_i \\xi_i =0 \\\\\n",
    "1-\\xi_i-y_i(\\vec{w}^T\\vec{x}_i+b) \\leq 0 \\quad i=1,2,\\ldots,N \\\\\n",
    "\\lambda_i\\left(1-\\xi_i-y_i(\\vec{w}^T\\vec{x}_i+b)\\right)=0 \\quad i=1,2,\\ldots,N \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "We can now interpret the resulting solution. There are three types of points\n",
    "* Data points inside the correct margin boundray, which means $\\xi_i=0$ and $ y_i(\\vec{w}^T\\vec{x}_i+b)>1 $.So we have $\\lambda_i=0$, which has no effect on the model.\n",
    "* Data points on the margin boundray, which means $\\xi_i=0$ and $ y_i(\\vec{w}^T\\vec{x}_i+b)=1 $. So we have $\\lambda_i>0$ and $\\alpha_i>0$, which has effect on the model. \n",
    "* Data points lie inside the margin and can either be correctly classified if $\\xi_i<1$ or misclassified if $\\xi_i>1$. So we have $\\alpha_i=0$ and $\\lambda_i=C$,which has effect on the model.\n",
    "\n",
    "The second and third kind of data points with $\\lambda_i>0$  constitute the support vectors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn import svm\n",
    "from sklearn.datasets import make_blobs\n",
    "plt.figure(figsize=(16,12))\n",
    "np.random.seed(42)\n",
    "\n",
    "n_samples=200\n",
    "X,y=make_blobs(n_samples=n_samples,centers=np.array([[0.0,0.0],[2.0,2.0]]))\n",
    "penalty=np.logspace(-3,1,4)\n",
    "\n",
    "for i in range(4):\n",
    "    plt.subplot(2,2,i+1)\n",
    "    plt.scatter(X[:,0],X[:,1],c=y,s=70,cmap=plt.cm.Paired_r)\n",
    "    clf=svm.SVC(kernel='linear',C=penalty[i])\n",
    "    clf.fit(X,y)\n",
    "    \n",
    "    ax=plt.gca()\n",
    "    x_lim=ax.get_xlim()\n",
    "    y_lim=ax.get_ylim()\n",
    "    XX=np.linspace(x_lim[0],x_lim[1],30)\n",
    "    YY=np.linspace(y_lim[0],y_lim[1],30)\n",
    "    XX,YY=np.meshgrid(XX,YY)\n",
    "    XXYY=np.vstack((XX.reshape(-1),YY.reshape(-1))).T\n",
    "    Z=clf.decision_function(XXYY).reshape(XX.shape)\n",
    "    \n",
    "    plt.contour(XX,YY,Z,levels=[-1,0,1],linewidths=3.0,linestyles=['--','-','--'])\n",
    "    plt.scatter(clf.support_vectors_[:,0],clf.support_vectors_[:,1],s=150,facecolor='none',edgecolor='r')\n",
    "    plt.title(\"C=%.4f\"%penalty[i],fontsize=15)\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.5 Loss function for SVM\n",
    "From the dual problem of soft margin SVM, we have\n",
    "$$\n",
    "\\xi_i =\n",
    "\\begin{cases}\n",
    "0 & \\text{if}\\quad 1-y_i(\\vec{w}^T\\vec{x}+b)<0 \\\\\n",
    "1-y_i(\\vec{w}^T\\vec{x}_i+b)  & \\text{otherwise} \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "So the objective function of soft margin SVM can be rewritten as \n",
    "\\begin{align}\n",
    "&\\frac{1}{2}\\|\\vec{w}\\|^2+C\\sum_{i=1}^N \\xi_i \\\\\n",
    "=&\\frac{1}{2}\\|\\vec{w}\\|^2+C\\sum_{i=1}^N \\left(1-y_i(\\vec{w}^T\\vec{x}_i+b)\\right)_+ \\\\ \n",
    "\\end{align}\n",
    "where we have defined the **hinge loss** \n",
    "\\begin{align}\n",
    "L_{hinge}(y,\\hat{f}) &=max(0,1-y\\hat{f})=(1-y\\hat{f})_+  \\\\\n",
    "f &=\\vec{w}^T\\vec{x}+b \n",
    "\\end{align}\n",
    "We can see that the hinge loss lead to the sparse solution of SVM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm \n",
    "from sklearn.datasets import make_moons\n",
    "plt.figure(figsize=(16,16))\n",
    "np.random.seed(42)\n",
    "\n",
    "n_samples=200\n",
    "X,y=make_moons(n_samples=n_samples,noise=0.15)\n",
    "\n",
    "gamma=np.logspace(-1,1,4)\n",
    "\n",
    "for i in range(4):\n",
    "    plt.subplot(2,2,i+1)\n",
    "    plt.scatter(X[:,0],X[:,1],c=y,s=50,cmap=plt.cm.Paired)\n",
    "    \n",
    "    clf=svm.SVC(C=1.0,gamma=gamma[i])\n",
    "    clf.fit(X,y)\n",
    "    \n",
    "    ax=plt.gca()\n",
    "    x_lim=ax.get_xlim()\n",
    "    y_lim=ax.get_ylim()\n",
    "    XX=np.linspace(x_lim[0],x_lim[1],30)\n",
    "    YY=np.linspace(y_lim[0],y_lim[1],30)\n",
    "    XX,YY=np.meshgrid(XX,YY)\n",
    "    XXYY=np.vstack((XX.reshape(-1),YY.reshape(-1))).T\n",
    "    Z=clf.decision_function(XXYY).reshape(XX.shape)\n",
    "    \n",
    "    ax.contour(XX,YY,Z,levels=[-1,0,1])\n",
    "    ax.scatter(clf.support_vectors_[:,0],clf.support_vectors_[:,1],facecolor='none',edgecolor='r',s=100)\n",
    "    ax.set_title(\"Gamma for rbf kernel:%.2f\"%gamma[i],fontsize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.6 Relation to logistic regression\n",
    "The SVM can be viewed as minimizing\n",
    "$$\n",
    "J(\\vec{w})=\\frac{1}{2C}\\|\\vec{w}\\|^2+\\sum_{i=1}^N \\left(1-y_if_i\\right)_+\n",
    "$$\n",
    "The logistic regression can be viewed as minimizing\n",
    "$$\n",
    "J(\\vec{w})=\\lambda\\|\\vec{w}\\|^2+\\sum_{i=1}^N log\\,\\left(1+exp(-y_if_i)\\right)\n",
    "$$\n",
    "where $f_i=\\vec{w}^T\\vec{x}_i+b$\n",
    "\n",
    "So we can see that the difference of logistic regression and SVM is mainly at the loss function.  We may assume that $y_i=1$ and plot the loss function respect to $f_i$ as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fcb57e4eeb8>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def hinge_loss(f):\n",
    "    return np.maximum(0,1-f)\n",
    "\n",
    "def logit_loss(f):\n",
    "    return np.log(1+np.exp(-f))/np.log(2)  # log(2) is just for comparison convenient\n",
    "\n",
    "def square_loss(f):\n",
    "    return np.square(1-f)\n",
    "\n",
    "def misclassification_loss(f):\n",
    "    return  (1-np.sign(f))/2.0\n",
    "\n",
    "fig=plt.figure(figsize=(8,8))\n",
    "ax=fig.add_subplot(1,1,1)\n",
    "# Move left y-axis and bottim x-axis to centre, passing through (0,0)\n",
    "ax.spines['left'].set_position('center')\n",
    "ax.spines['bottom'].set_position('zero')\n",
    "\n",
    "# Eliminate upper and right axes\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "\n",
    "# Show ticks in the left and lower axes only\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "\n",
    "x=np.arange(-2,2,0.001)\n",
    "loss_hinge=hinge_loss(x)\n",
    "loss_log=logit_loss(x)\n",
    "loss_square=square_loss(x)\n",
    "loss_misclassification=misclassification_loss(x)\n",
    "\n",
    "ax.plot(x,loss_hinge,c='b',linewidth=2.0)\n",
    "ax.plot(x,loss_log,c='r',linewidth=2.0)\n",
    "ax.plot(x,loss_square,c='g',linewidth=2.0)\n",
    "ax.plot(x,loss_misclassification,c='m',linewidth=2.0)\n",
    "\n",
    "ax.xaxis.set_ticks(np.arange(-2,3,1))\n",
    "ax.set_ylim([0,4])\n",
    "ax.yaxis.set_ticks([1.0])\n",
    "ax.set_xlabel(\"f\",fontsize=15)\n",
    "ax.legend([\"Hinge loss\",\"Log loss\",\"Square loss\",\" Misclassification loss\"],fontsize=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1.7 Multiclass SVMs\n",
    "The support vector machine is fundamentally a two-class classifier. Various methods have been proposed for combining multiple two-class SVMs in order to build a multiclass classifier.\n",
    "* *One-versus-the-rest* approach: construct $K$ separate SVMs, in which the $k$-th model is trained using the data from class $\\mathcal{C}_k$ as the positive examples and the data from the remaining $K-1$ classes as the negative examples. But this approach has the problem that an input might be assigned to multiple classes simultaneously. Another problem with this approach is that the training sets are imbalanced, which means positive samples might be much less than negative samples.\n",
    "* *One-versus-one* approach: train $K(K-1)/2$ different 2-class SVMs on all possible pairs of classes, and then to classify test points according to which class has the highest number of \"votes\". This approach requires significantly more training time than the *One-versus-the-rest* approach when $K$ is large."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       1.00      1.00      1.00        50\n",
      "          1       0.98      1.00      0.99        59\n",
      "          2       1.00      1.00      1.00        54\n",
      "          3       1.00      1.00      1.00        60\n",
      "          4       1.00      0.98      0.99        51\n",
      "          5       1.00      0.97      0.98        65\n",
      "          6       0.98      1.00      0.99        50\n",
      "          7       1.00      0.98      0.99        55\n",
      "          8       0.98      0.98      0.98        53\n",
      "          9       0.96      1.00      0.98        43\n",
      "\n",
      "avg / total       0.99      0.99      0.99       540\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets,svm,metrics\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "digits=datasets.load_digits()\n",
    "images,labels=digits.images,digits.target\n",
    "\n",
    "images=images.reshape(images.shape[0],-1)\n",
    "images_train,images_test,labels_train,labels_test=train_test_split(images,labels,train_size=0.7)\n",
    "\n",
    "clf=svm.SVC(gamma=0.001)\n",
    "clf.fit(images_train,labels_train)\n",
    "\n",
    "predicted=clf.predict(images_test)\n",
    "print(metrics.classification_report(labels_test,predicted))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.2 SVMs for regression\n",
    "We now extend support vector machines to regression problems while at the same time preserving the property of sparseness. In simple linear regression, we minimize a regularized error function given by\n",
    "$$\n",
    "J(\\vec{w},b)=\\frac{1}{2}\\sum_{i=1}^N(y_i-f_i)^2+\\lambda\\|\\vec{w}\\|^2\n",
    "$$\n",
    "where $f_i=\\vec{w}^T\\vec{x}_i+b$\n",
    "\n",
    "To obtain sparse solutions, the quadratic error function is replaced by an $\\epsilon$*-insensitive error function*, which is given by\n",
    "$$\n",
    "E_\\epsilon(y-f)=\n",
    "\\begin{cases}\n",
    "0, & \\text{if}\\quad |y-f|<\\epsilon \\\\\n",
    "|y-f|-\\epsilon, & \\text{otherwise}\\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "We therefore minimize a regularized error function given by\n",
    "$$\n",
    "J(\\vec{w},b)=C\\sum_{n=1}^NE_\\epsilon(y_i-f_i)+\\frac{1}{2}\\|\\vec{w}\\|^2\n",
    "$$\n",
    "### 5.2.1 Dual representation\n",
    "As before, we can re-express the optimization problem by introducing slack variables, which becomes\n",
    "$$\n",
    "\\begin{cases}\n",
    "&\\underset{\\vec{w},b}{min}\\,C\\sum_{i=1}^N(\\xi_i+\\hat{\\xi}_i)+\\frac{1}{2}\\|\\vec{w}\\|^2 \\\\\n",
    "&f_i-\\epsilon-\\hat{\\xi}_i \\leq y_i \\leq f_i+\\epsilon+\\xi_i \\\\\n",
    "&\\hat{\\xi}_i \\geq 0 \\\\\n",
    "&\\xi_i \\geq 0\n",
    "\\end{cases}\n",
    "$$\n",
    "where $f_i=\\vec{w}^T\\vec{x}_i+b$\n",
    "<img src=\"imgs/2.png\" alt=\"drawing\" width=\"300\"/>\n",
    "\n",
    "This can be achieved by introducing Lagrange multipliers $a_i \\geq 0, \\hat{a}_i \\geq 0, \\mu_i \\geq 0,\\hat{\\mu}_i \\geq 0$ and optimizing the Lagrangian function\n",
    "$$\n",
    "L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w},b,\\xi_i,\\hat{\\xi}_i)=C\\sum_{i=1}^N(\\xi_i+\\hat{\\xi}_i)+\\frac{1}{2}\\|\\vec{w}\\|^2-\\sum_{i=1}^N(\\mu_i\\xi_i+\\hat{\\mu}_i\\hat{\\xi}_i)-\\sum_{i=1}^N a_i(f_i+\\epsilon+\\xi_i-y_i)-\\sum_{i=1}^N \\hat{a}_i(y_i+\\epsilon+\\hat{\\xi}_i-f_i)\n",
    "$$\n",
    "we can get that\n",
    "$$\n",
    "\\underset{\\vec{w},b}{min} \\,J(\\vec{w},b) \\quad  \\Longleftrightarrow \\quad\n",
    "\\begin{cases}\n",
    "&\\underset{\\vec{w},b,\\xi_i,\\hat{\\xi}_i}{min}\\,C\\sum_{i=1}^N(\\xi_i+\\hat{\\xi}_i)+\\frac{1}{2}\\|\\vec{w}\\|^2 \\\\\n",
    "&f_i-\\epsilon-\\hat{\\xi}_i \\leq y_i \\leq f_i+\\epsilon+\\xi_i \\\\\n",
    "&\\hat{\\xi}_i \\geq 0 \\\\\n",
    "&\\xi_i \\geq 0\n",
    "\\end{cases}\\quad\n",
    "\\Longleftrightarrow \\quad\n",
    "\\underset{\\vec{w},b,\\xi_i,\\hat{\\xi}_i}{min}\\underset{a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i}{max} L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w},b,\\xi_i,\\hat{\\xi}_i)\n",
    "$$\n",
    "We can write the min-max problem to max-min problem the same as the SVM for classification as follows.\n",
    "$$\n",
    "\\underset{\\vec{w},b,\\xi_i,\\hat{\\xi}_i}{min}\\underset{a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i}{max} L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w},b,\\xi_i,\\hat{\\xi}_i) \n",
    "\\quad \\Longleftrightarrow \\quad\n",
    "\\begin{cases}\n",
    "\\underset{a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i}{max}\\underset{\\vec{w},b,\\xi_i,\\hat{\\xi}_i}{min} L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w},b,\\xi_i,\\hat{\\xi}_i) \\\\\n",
    "L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast)=\\underset{\\vec{w},b,\\xi_i,\\hat{\\xi}_i}{min}\\,L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w},b,\\xi_i,\\hat{\\xi}_i) \\\\\n",
    "L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast)=\\underset{a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i}{max}\\,L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast) \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "which means\n",
    "$$ L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast)=\\underset{\\vec{w},b,\\xi_i,\\hat{\\xi}_i} {min}\\,L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w},b,\\xi_i,\\hat{\\xi}_i) \\quad \\Longleftrightarrow \\quad\n",
    "\\begin{cases}\n",
    "\\frac{\\partial}{\\partial \\vec{w}}L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w},b,\\xi_i,\\hat{\\xi}_i)=0 \\quad \\Longleftrightarrow \\quad  \\vec{w}=\\sum_{i=1}^N(a_i^\\ast-\\hat{a}_i^\\ast)\\vec{x}_i \\\\\n",
    "\\frac{\\partial}{\\partial b}L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w},b,\\xi_i,\\hat{\\xi}_i)=0 \\quad \\Longleftrightarrow \\quad \\sum_{i=1}^N (a_i^\\ast-\\hat{a}_i^\\ast)=0 \\\\\n",
    "\\frac{\\partial}{\\partial \\xi_i}L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w},b,\\xi_i,\\hat{\\xi}_i)=0 \\quad \\Longleftrightarrow \\quad a_i^\\ast+\\mu_i^\\ast=C \\\\\n",
    "\\frac{\\partial}{\\partial \\hat{\\xi}_i}L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w},b,\\xi_i,\\hat{\\xi}_i)=0 \\quad \\Longleftrightarrow \\quad \\hat{a}_i^\\ast+\\hat{\\mu}_i^\\ast=C \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "and\n",
    "$$\n",
    "L(a_i^\\ast,\\hat{a}_i^\\ast,\\mu_i^\\ast,\\hat{\\mu}_i^\\ast,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast)=\\underset{a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i}{max}\\,L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast) \\quad \\Longleftrightarrow \\quad\n",
    "\\begin{cases}\n",
    "\\frac{\\partial}{\\partial a_i}L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast)=0 \\quad \\Longleftrightarrow \\quad  \\begin{cases} a_i(f_i^\\ast+\\epsilon+\\xi_i^\\ast-y_i^\\ast)=0 \\\\ f_i^\\ast+\\epsilon+\\xi_i^\\ast-y_i^\\ast \\geq 0 \\end{cases} \\\\\n",
    "\\frac{\\partial}{\\partial \\hat{a}_i}L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast)=0 \\quad \\Longleftrightarrow \\quad  \\begin{cases} \\hat{a}_i(y_i^\\ast+\\epsilon+\\hat{\\xi}_i^\\ast-f_i^\\ast)=0 \\\\ y_i^\\ast+\\epsilon+\\hat{\\xi}_i^\\ast-f_i^\\ast \\geq 0 \\end{cases} \\\\\n",
    "\\frac{\\partial}{\\partial \\mu_i}L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast)=0 \\quad \\Longleftrightarrow \\quad  \\begin{cases} \\mu_i\\xi_i^\\ast=0 \\\\ \\xi_i^\\ast \\geq 0 \\end{cases} \\\\\n",
    "\\frac{\\partial}{\\partial \\hat{\\mu}_i}L(a_i,\\hat{a}_i,\\mu_i,\\hat{\\mu}_i,\\vec{w}^\\ast,b^\\ast,\\xi_i^\\ast,\\hat{\\xi}_i^\\ast)=0 \\quad \\Longleftrightarrow \\quad  \\begin{cases} \\hat{\\mu}_i\\hat{\\xi}_i^\\ast=0 \\\\ \\hat{\\xi}_i^\\ast \\geq 0 \\end{cases} \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "We can get the dual problem by eliminate the primal variables from the Lagrangian function\n",
    "$$\n",
    "\\tilde{L}(a_i,\\hat{a}_i)=-\\frac{1}{2}\\sum_{i=1}^N\\sum_{j=1}^N (a_i-\\hat{a}_i)(a_j-\\hat{a}_j)k(\\vec{x}_i,\\vec{x}_j)-\\epsilon\\sum_{i=1}^N(a_i+\\hat{a}_i)+\\sum_{i=1}^N(a_i-\\hat{a}_i)y_i\n",
    "$$\n",
    "The constrains are\n",
    "\\begin{align}\n",
    "&0 \\leq a_i \\leq C \\\\\n",
    "&0 \\leq \\hat{a}_i \\leq C \\\\\n",
    "&\\sum_{i=1}^N(a_i-\\hat{a}_i)=0\n",
    "\\end{align}\n",
    "\n",
    "From the **KKT conditions**\n",
    "$$\n",
    "\\begin{cases}\n",
    "a_i(f_i^\\ast+\\epsilon+\\xi_i^\\ast-y_i^\\ast)=0  \\\\\n",
    "f_i^\\ast+\\epsilon+\\xi_i^\\ast-y_i^\\ast \\geq 0  \\\\\n",
    "\\hat{a}_i(y_i^\\ast+\\epsilon+\\hat{\\xi}_i^\\ast-f_i^\\ast)=0 \\\\\n",
    "y_i^\\ast+\\epsilon+\\hat{\\xi}_i^\\ast-f_i^\\ast \\geq 0   \\\\\n",
    "\\mu_i\\xi_i^\\ast=0 \\\\\n",
    "\\xi_i^\\ast \\geq 0 \\\\\n",
    "\\hat{\\mu}_i\\hat{\\xi}_i^\\ast=0  \\\\\n",
    "\\hat{\\xi}_i^\\ast \\geq 0\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "We can get that the coefficient $a_i$ and $\\hat{a}_i$ can only be nonzero if the data point lie on or outside of the $\\epsilon$-insensive tube. All points within the tube have $a_i=\\hat{a}_i=0$.\n",
    "\n",
    "The prediction for new inputs can be made using\n",
    "$$\n",
    "y(\\vec{x})=\\sum_{i=1}^N (a_i-\\hat{a}_i)k(\\vec{x},\\vec{x}_i)+b\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff148d5f438>"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn import svm\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(8,8))\n",
    "np.random.seed(42)\n",
    "\n",
    "n_samples=200\n",
    "X=np.random.rand(n_samples)*5\n",
    "y=np.sin(X)+0.2*np.random.randn(n_samples)\n",
    "y[:int(n_samples*0.1)]+=1.0*np.random.randn(int(n_samples*0.1))\n",
    "\n",
    "X=X.reshape(-1,1)\n",
    "plt.scatter(X,y)\n",
    "\n",
    "clf_rbf=svm.SVR(kernel='rbf',C=1e3,gamma=0.1)\n",
    "clf_linear=svm.SVR(kernel='linear',C=1e3)\n",
    "\n",
    "rbf_predict=clf_rbf.fit(X,y).predict(X)\n",
    "linear_predict=clf_linear.fit(X,y).predict(X)\n",
    "\n",
    "plt.scatter(X[:,0],rbf_predict)\n",
    "plt.scatter(X[:,0],linear_predict)\n",
    "\n",
    "plt.legend([\"data\",\"RBF kernel\",\"Linear kernel\"],fontsize=15)"
   ]
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    "## 5.3 Sequential Minimal Optimization (SMO) for SVM\n",
    "The Sequential Minimal Optimization (SMO) algorithm is a effective method to solve the SVM problem. The full description of the algorithm can be found at [Platt's paper](https://pdfs.semanticscholar.org/59ee/e096b49d66f39891eb88a6c84cc89acba12d.pdf).The dual problem for the soft-margin problem is as follows\n",
    "\\begin{align}\n",
    "&\\underset{\\lambda_i}{max}\\,d(\\lambda_i) \\\\\n",
    "&st\\quad  0 \\leq \\lambda_i \\leq C \\quad \\sum_{i=1}^N \\lambda_iy_i=0 \\\\\n",
    "& \\text{where}\\quad d(\\lambda_i)=\\sum_{i=1}^N \\lambda_i-\\frac{1}{2}\\sum_{i=1}^N\\sum_{j=1}^N \\lambda_i\\lambda_jy_iy_j\\vec{x}_i^T\\vec{x}_j \\\\\n",
    "\\end{align}\n",
    "The **KKT conditions** are\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\vec{w}+\\sum_{i=1}^N\\lambda_i(-y_i\\vec{x}_i)=0  \\\\\n",
    "\\sum_{i=1}^N \\lambda_iy_i=0 \\\\\n",
    "C=\\lambda_i+\\alpha_i \\\\\n",
    "\\xi_i \\geq 0  \\\\\n",
    "\\alpha_i \\xi_i =0 \\\\\n",
    "1-\\xi_i-y_i(\\vec{w}^T\\vec{x}_i+b) \\leq 0 \\quad i=1,2,\\ldots,N \\\\\n",
    "\\lambda_i\\left(1-\\xi_i-y_i(\\vec{w}^T\\vec{x}_i+b)\\right)=0 \\quad i=1,2,\\ldots,N \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "which can be re-writen respect to $\\lambda_i$ as follows\n",
    "$$\n",
    "\\begin{cases}\n",
    "\\lambda_i=0 &\\quad\\Longrightarrow\\quad y_i(\\vec{w}^T\\vec{x}_i+b)\\geq 1 \\\\\n",
    "\\lambda_i=C &\\quad\\Longrightarrow\\quad y_i(\\vec{w}^T\\vec{x}_i+b) \\leq 1 \\\\\n",
    "0<\\lambda_i <C  &\\quad\\Longrightarrow\\quad y_i(\\vec{w}^T\\vec{x}_i+b)=1 \\\\\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "The basic intuition of SMO algorithm is that in every iteration, we selects two $\\lambda$ parameters $\\lambda_i$ and $\\lambda_j$ and optimizes the objective value jointly for both these two $\\lambda$'s. This process is repeated until the $\\lambda$'s converge."
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